{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predicted Tracking Error Rebalance Portfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import ffn\n",
    "import bt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create Fake Index Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 262,
       "width": 377
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "names = ['foo','bar','rf']\n",
    "dates = pd.date_range(start='2015-01-01',end='2018-12-31', freq=pd.tseries.offsets.BDay())\n",
    "n = len(dates)\n",
    "rdf = pd.DataFrame(\n",
    "    np.zeros((n, len(names))),\n",
    "    index = dates,\n",
    "    columns = names\n",
    ")\n",
    "\n",
    "np.random.seed(1)\n",
    "rdf['foo'] = np.random.normal(loc = 0.1/252,scale=0.2/np.sqrt(252),size=n)\n",
    "rdf['bar'] = np.random.normal(loc = 0.04/252,scale=0.05/np.sqrt(252),size=n)\n",
    "rdf['rf'] = 0.\n",
    "\n",
    "pdf = 100*np.cumprod(1+rdf)\n",
    "pdf.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Build and run Target Strategy\n",
    "\n",
    "I will first run a strategy that rebalances everyday.\n",
    "\n",
    "Then I will use those weights as target to rebalance to whenever the PTE is too high."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "selectTheseAlgo = bt.algos.SelectThese(['foo','bar'])\n",
    "\n",
    "# algo to set the weights to 1/vol contributions from each asset\n",
    "#  with data over the last 3 months excluding yesterday\n",
    "weighInvVolAlgo = bt.algos.WeighInvVol(\n",
    "    lookback=pd.DateOffset(months=3),\n",
    "    lag=pd.DateOffset(days=1)\n",
    ")\n",
    "\n",
    "# algo to rebalance the current weights to weights set in target.temp\n",
    "rebalAlgo = bt.algos.Rebalance()\n",
    "\n",
    "# a strategy that rebalances daily to 1/vol weights\n",
    "strat = bt.Strategy(\n",
    "    'Target',\n",
    "    [\n",
    "        selectTheseAlgo,\n",
    "        weighInvVolAlgo,\n",
    "        rebalAlgo\n",
    "    ]\n",
    ")\n",
    "\n",
    "# set integer_positions=False when positions are not required to be integers(round numbers)\n",
    "backtest = bt.Backtest(\n",
    "    strat,\n",
    "    pdf,\n",
    "    integer_positions=False\n",
    ")\n",
    "\n",
    "res_target = bt.run(backtest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 262,
       "width": 373
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "res_target.get_security_weights().plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now use the PTE rebalance algo to trigger a rebalance whenever predicted tracking error is greater than 1%."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# algo to fire whenever predicted tracking error is greater than 1%\n",
    "wdf = res_target.get_security_weights()\n",
    "\n",
    "PTE_rebalance_Algo = bt.algos.PTE_Rebalance(\n",
    "    0.01,\n",
    "    wdf,\n",
    "    lookback=pd.DateOffset(months=3),\n",
    "    lag=pd.DateOffset(days=1),\n",
    "    covar_method='standard',\n",
    "    annualization_factor=252\n",
    ")\n",
    "\n",
    "selectTheseAlgo = bt.algos.SelectThese(['foo','bar'])\n",
    "\n",
    "# algo to set the weights to 1/vol contributions from each asset\n",
    "#  with data over the last 12 months excluding yesterday\n",
    "weighTargetAlgo = bt.algos.WeighTarget(\n",
    "    wdf\n",
    ")\n",
    "\n",
    "rebalAlgo = bt.algos.Rebalance()\n",
    "\n",
    "# a strategy that rebalances monthly to specified weights\n",
    "strat = bt.Strategy(\n",
    "    'PTE',\n",
    "    [\n",
    "        PTE_rebalance_Algo,\n",
    "        selectTheseAlgo,\n",
    "        weighTargetAlgo,\n",
    "        rebalAlgo\n",
    "    ]\n",
    ")\n",
    "\n",
    "# set integer_positions=False when positions are not required to be integers(round numbers)\n",
    "backtest = bt.Backtest(\n",
    "    strat,\n",
    "    pdf,\n",
    "    integer_positions=False\n",
    ")\n",
    "\n",
    "res_PTE = bt.run(backtest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 373
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=1,ncols=1)\n",
    "res_target.get_security_weights().plot(ax=ax)\n",
    "\n",
    "realized_weights_df = res_PTE.get_security_weights()\n",
    "realized_weights_df['PTE foo'] = realized_weights_df['foo']\n",
    "realized_weights_df['PTE bar'] = realized_weights_df['bar']\n",
    "realized_weights_df = realized_weights_df.loc[:,['PTE foo', 'PTE bar']]\n",
    "realized_weights_df.plot(ax=ax)\n",
    "\n",
    "ax.set_title('Target Weights vs PTE Weights')\n",
    "ax.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "trans_df = pd.DataFrame(\n",
    "    index=res_target.prices.index,\n",
    "    columns=['Target','PTE']\n",
    ")\n",
    "\n",
    "transactions = res_target.get_transactions()\n",
    "transactions = (transactions['quantity'] * transactions['price']).reset_index()\n",
    "\n",
    "bar_mask = transactions.loc[:,'Security'] == 'bar'\n",
    "foo_mask = transactions.loc[:,'Security'] == 'foo'\n",
    "\n",
    "trans_df.loc[trans_df.index[4:],'Target'] = np.abs(transactions[bar_mask].iloc[:,2].values) + np.abs(transactions[foo_mask].iloc[:,2].values)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "transactions = res_PTE.get_transactions()\n",
    "transactions = (transactions['quantity'] * transactions['price']).reset_index()\n",
    "\n",
    "bar_mask = transactions.loc[:,'Security'] == 'bar'\n",
    "foo_mask = transactions.loc[:,'Security'] == 'foo'\n",
    "\n",
    "trans_df.loc[transactions[bar_mask].iloc[:,0],'PTE'] =  np.abs(transactions[bar_mask].iloc[:,2].values)\n",
    "trans_df.loc[transactions[foo_mask].iloc[:,0],'PTE'] +=  np.abs(transactions[foo_mask].iloc[:,2].values)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "trans_df = trans_df.fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 373
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=1,ncols=1)\n",
    "trans_df.cumsum().plot(ax=ax)\n",
    "ax.set_title('Cumulative sum of notional traded')\n",
    "ax.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we plot the total risk contribution of each asset class and divide by the total volatility, then we can see that both strategy's contribute roughly similar amounts of volatility from both of the securities."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 386
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "weights_target = res_target.get_security_weights()\n",
    "rolling_cov_target = pdf.loc[:,weights_target.columns].pct_change().rolling(window=3*20).cov()*252\n",
    "\n",
    "weights_PTE = res_PTE.get_security_weights().loc[:,weights_target.columns]\n",
    "rolling_cov_PTE = pdf.loc[:,weights_target.columns].pct_change().rolling(window=3*20).cov()*252\n",
    "\n",
    "\n",
    "trc_target = pd.DataFrame(\n",
    "    np.nan,\n",
    "    index = weights_target.index,\n",
    "    columns = weights_target.columns\n",
    ")\n",
    "\n",
    "trc_PTE = pd.DataFrame(\n",
    "    np.nan,\n",
    "    index = weights_PTE.index,\n",
    "    columns = [x + \" PTE\" for x in weights_PTE.columns]\n",
    ")\n",
    "\n",
    "for dt in pdf.index:\n",
    "    trc_target.loc[dt,:] = weights_target.loc[dt,:].values*(rolling_cov_target.loc[dt,:].values@weights_target.loc[dt,:].values)/np.sqrt(weights_target.loc[dt,:].values@rolling_cov_target.loc[dt,:].values@weights_target.loc[dt,:].values)\n",
    "    trc_PTE.loc[dt,:] = weights_PTE.loc[dt,:].values*(rolling_cov_PTE.loc[dt,:].values@weights_PTE.loc[dt,:].values)/np.sqrt(weights_PTE.loc[dt,:].values@rolling_cov_PTE.loc[dt,:].values@weights_PTE.loc[dt,:].values)\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(nrows=1,ncols=1)\n",
    "trc_target.plot(ax=ax)\n",
    "trc_PTE.plot(ax=ax)\n",
    "ax.set_title('Total Risk Contribution')\n",
    "ax.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at the Target strategy's and PTE strategy's Total Risk they are very similar."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 277,
       "width": 380
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=1,ncols=1)\n",
    "trc_target.sum(axis=1).plot(ax=ax,label='Target')\n",
    "trc_PTE.sum(axis=1).plot(ax=ax,label='PTE')\n",
    "ax.legend()\n",
    "ax.set_title('Total Risk')\n",
    "ax.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    2015-01-06\n",
       "2    2015-01-07\n",
       "4    2015-01-08\n",
       "6    2015-01-09\n",
       "8    2015-01-12\n",
       "10   2015-02-20\n",
       "12   2015-04-07\n",
       "14   2015-09-01\n",
       "16   2017-03-23\n",
       "18   2017-06-23\n",
       "20   2017-10-24\n",
       "Name: Date, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transactions = res_PTE.get_transactions()\n",
    "transactions = (transactions['quantity'] * transactions['price']).reset_index()\n",
    "\n",
    "bar_mask = transactions.loc[:,'Security'] == 'bar'\n",
    "dates_of_PTE_transactions = transactions[bar_mask].iloc[:,0]\n",
    "dates_of_PTE_transactions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 266,
       "width": 397
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=1,ncols=1)\n",
    "np.sum(np.abs(trc_target.values - trc_PTE.values))\n",
    "    #.abs().sum(axis=1).plot()\n",
    "\n",
    "ax.set_title('Total Risk')\n",
    "ax.plot(\n",
    "    trc_target.index,\n",
    "    np.sum(np.abs(trc_target.values - trc_PTE.values),axis=1),\n",
    "    label='PTE'\n",
    ")\n",
    "\n",
    "for i,dt in enumerate(dates_of_PTE_transactions):\n",
    "    if i == 0:\n",
    "        ax.axvline(x=dt,color='red',label='PTE Transaction')\n",
    "    else:\n",
    "        ax.axvline(x=dt,color='red')\n",
    "\n",
    "ax.legend();\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see the Predicted Tracking Error of the PTE Strategy with each transaction marked."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
